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HyperAI超神経

Amr Parsing On Ldc2017T10

評価指標

Smatch

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
Smatch
Paper TitleRepository
Neural-Pointer 61.9Oxford at SemEval-2017 Task 9: Neural AMR Parsing with Pointer-Augmented Attention-
StructBART + MBSE (IBM)85.9Maximum Bayes Smatch Ensemble Distillation for AMR Parsing
SPRING84.3One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline
Cai and Lam73.2Core Semantic First: A Top-down Approach for AMR Parsing
stack-Transformer (IBM)79.0Transition-based Parsing with Stack-Transformers
LeakDistill86.1Incorporating Graph Information in Transformer-based AMR Parsing-
ATP-SRL85.2ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs-
AMRBART large85.4Graph Pre-training for AMR Parsing and Generation
Xu, et al.81.4Improving AMR Parsing with Sequence-to-Sequence Pre-training
Cai and Lam80.2AMR Parsing via Graph-Sequence Iterative Inference
Sequence-to-Graph Transduction76.3AMR Parsing as Sequence-to-Graph Transduction
Zhang et al.77.0Broad-Coverage Semantic Parsing as Transduction-
LeakDistill (base)84.7Incorporating Graph Information in Transformer-based AMR Parsing-
BiBL84.6BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning
APT base (IBM)82.6AMR Parsing with Action-Pointer Transformer
Lyu et al. 2021. Full76.1A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing-
Graphene Smatch (IBM)86.26Ensembling Graph Predictions for AMR Parsing
StructBART-J (IBM)84.7Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing-
ND+AD+LV80Levi Graph AMR Parser using Heterogeneous Attention
BiBL+Silver84.7BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning
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